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AI exposure

  • Data source: BLSPublished: 2026-08

    High· relative

    LowFour relative bandsVery high

    Group-level value

    Scale, basis and source

    Four relative bands (Low / Moderate / High / Very high)

    831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band

    Source dataset (XLSX download)

  • Data source: AnthropicPublished: 2026-03

    0.033

    0.000Range of values carried here0.745
    Scale, basis and source

    Observed exposure index, 0–1 as published

    Mapped onto O*NET tasks

    Source dataset

  • Data source: ILOPublished: 2025

    0.38

    0.09Range of values carried here0.70

    Group-level value

    Scale, basis and source

    Generative AI exposure index, 0–1 as published

    ISCO-08 unit group — every occupation sharing the code gets this value

    Computed by this site, not published by the ILO: of the 1,012 occupations this site links to the ILO dataset, 48% score at or above this value.

    Source dataset

What kind of figure this source publishes

The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.

Task-level exposure

Show 36 hidden tasks
TaskClaude.aiRaw / share %APIRaw / share %
Analyze operations to evaluate performance of a company or its staff in meeting objectives or to determine areas of potential cost reduction, program improvement, or policy change.

11-1011

0.286276.90.138582.3
Interpret and explain policies, rules, regulations, or laws to organizations, government or corporate officials, or individuals.

11-1011

0.041111.00.00603.6
Confer with board members, organization officials, or staff members to discuss issues, coordinate activities, or resolve problems.

11-1011

0.02426.50.01337.9
Direct or coordinate activities of businesses involved with buying or selling investment products or financial services.

11-1011

0.00421.10.00412.4
Direct or coordinate an organization's financial or budget activities to fund operations, maximize investments, or increase efficiency.

11-1011

0.00310.8—0
Write project proposals, grant applications, or other documents to pursue funding for environmental initiatives.

11-1011

0.00290.8—0
Develop, or oversee the development of, marketing or outreach media for sustainability projects or events.

11-1011

0.00250.7—0
Direct, plan, or implement policies, objectives, or activities of organizations or businesses to ensure continuing operations, to maximize returns on investments, or to increase productivity.

11-1011

0.00240.60.00291.7
Coordinate the development or implementation of budgetary control systems, recordkeeping systems, or other administrative control processes.

11-1011

0.00190.5—0
Create and maintain sustainability program documents, such as schedules and budgets.

11-1011

0.00190.5—0

Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

Occupation information